Gutzeit is a surname. Notable people with the surname include:
- Bruno Gutzeit (born 1966), French swimmer
- Tilo Gutzeit (born 1938), German figure skater
- Vadim Gutzeit (born 1971), Ukrainian Olympic champion sabre fencer and Ukraine's Youth and Sport Minister
- Werner Gutzeit (1932–2014), German-Danish cubist painter
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